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ISQI ISTQB Certified Tester Testing with Generative AI (CT-GenAI) v1.0 Sample Questions:

1. Which concept refers to breaking text into smaller units for processing by LLMs?

A) Embeddings
B) Tokenization
C) Transformer
D) Context Window

2. An LLM prioritizes tests using likelihood X impact but ranks a trivial tooltip change above a payment failure.
What defect does this MOST LIKELY show?

A) Hallucination
B) Reasoning error in risk calculation logic
C) Dataset bias toward UI features
D) No defect; this is acceptable

3. A team notices vague, inconsistent LLM outputs for the same story for two different prompts. Which technique BEST helps choose the stronger wording among two prompt versions using predefined metrics?

A) A/B testing of prompts
B) Integrating user feedback
C) Iterative prompt modification
D) Output analysis

4. Which consideration BEST aligns LLM choice with organizational goals in a GenAI testing strategy?

A) Select broad-coverage models offering diverse functionalities for various test scenarios
B) Select LLMs aligned to measurable test outcomes, compatible with current infrastructure
C) Select open-source models prioritizing creativity over compliance or performance consistency
D) Select models with maximum vendor visibility and strong online presence to ensure reliability

5. A tester uploads crafted images that steer the LLM into validating non-existent acceptance criteria. Which attack vector is this?

A) Data exfiltration
B) Data poisoning
C) Request manipulation
D) Malicious code generation

Solutions: